{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "64b6a09b-df44-4828-b39c-49023c6cfa7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from PIL import Image\n",
    "import torchvision.transforms as transforms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cb0c8f86-2c8f-4712-ac89-3d1f47608632",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "device(type='cuda')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a231fd16-a460-45cd-922a-413e6902ea98",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        # （batch,1,28,28）\n",
    "        super(Net, self).__init__()\n",
    "        self.conv1 = torch.nn.Sequential(\n",
    "            torch.nn.Conv2d(1, 32, kernel_size=3), #（batch,32,26,26） 输入通道数1输出通道数32 32为小型任务的经验性选择，一般每层增加一倍欠拟合就加过拟合减\n",
    "            torch.nn.BatchNorm2d(32), # 对卷积层的输出进行批量归一化，使得每个特征图的分布更加稳定，从而加速训练并提高模型性能。\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(kernel_size=2), #（batch,32,13,13）\n",
    "        )\n",
    "        self.conv2 = torch.nn.Sequential(\n",
    "            torch.nn.Conv2d(32, 64, kernel_size=3), #（batch,64,11,11）\n",
    "            torch.nn.BatchNorm2d(64),\n",
    "            torch.nn.ReLU(),\n",
    "            torch.nn.MaxPool2d(kernel_size=2), #（batch,64,5,5）\n",
    "        )\n",
    "        self.fc = torch.nn.Sequential(\n",
    "            torch.nn.Linear(1600, 50), # 1600 == 64*5*5\n",
    "            torch.nn.ReLU(),  # 添加ReLU激活函数 增加模型的非线性能力\n",
    "            torch.nn.Dropout(0.5), # 有效防止过拟合-丢弃率0.5          BN层和dropout层一起用效果不好（ 深层可能不好BN在后Dropout在前也不好\n",
    "            torch.nn.Linear(50, 10)\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        batch_size = x.size(0)\n",
    "        x = self.conv1(x)  # 一层卷积层,一层池化层,一层激活层\n",
    "        x = self.conv2(x)  # 再来一次\n",
    "        x = x.view(batch_size, -1)  # flatten 变成全连接网络需要的输入\n",
    "        x = self.fc(x)\n",
    "        return x  # 最后输出的是维度为10的，也就是（对应数学符号的0~9）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d7dfd744-606d-46f9-a37b-4ad8b458406e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_17584\\457276358.py:6: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  model.load_state_dict(torch.load(model_path))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Net(\n",
       "  (conv1): Sequential(\n",
       "    (0): Conv2d(1, 32, kernel_size=(3, 3), stride=(1, 1))\n",
       "    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (2): ReLU()\n",
       "    (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (conv2): Sequential(\n",
       "    (0): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1))\n",
       "    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (2): ReLU()\n",
       "    (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (fc): Sequential(\n",
       "    (0): Linear(in_features=1600, out_features=50, bias=True)\n",
       "    (1): ReLU()\n",
       "    (2): Dropout(p=0.5, inplace=False)\n",
       "    (3): Linear(in_features=50, out_features=10, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = Net().to(device)\n",
    "\n",
    "model_path = '../models/1_Handwritten_Digit_Recognition/model_weights.pth'\n",
    "\n",
    "# 加载模型参数\n",
    "model.load_state_dict(torch.load(model_path))\n",
    "\n",
    "# 将模型设置为评估模式\n",
    "model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "233d9c24-6d8c-4bc0-a8a8-833166f000e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预测函数\n",
    "def predict_image(image_path, model):\n",
    "    image = Image.open(image_path)\n",
    "    # 图像预处理\n",
    "    transform = transforms.Compose([\n",
    "        transforms.Grayscale(num_output_channels=1),  # 转换为灰度\n",
    "        transforms.Resize((28, 28)),                 # 调整到 28x28\n",
    "        transforms.ToTensor(),                       # 转换为张量\n",
    "        transforms.Normalize((0.5,), (0.5,))         # 归一化到 [-1, 1]\n",
    "    ])\n",
    "    image = transform(image)\n",
    "    image = image.to(device)\n",
    "    image = image.unsqueeze(0)\n",
    "    \n",
    "    with torch.no_grad():\n",
    "        output = model(image)\n",
    "        _, predicted = torch.max(output.data, 1)\n",
    "    return predicted.item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1397ae0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted digit: 8\n"
     ]
    }
   ],
   "source": [
    "#展示图片\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "img = Image.open('./data/8.png')\n",
    "\n",
    "# 显示图像\n",
    "plt.imshow(img)\n",
    "plt.axis('off')  # 可选，关闭坐标轴\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# 使用模型进行预测\n",
    "predicted_digit = predict_image('./data/8.png', model)\n",
    "print(f\"Predicted digit: {predicted_digit}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d036cb09-d1c2-448f-89ed-a1262a3b30fc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
